Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 30 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.1 KiB |
| Average record size in memory | 140.3 B |
Variable types
| Numeric | 17 |
|---|
W is highly overall correlated with SO and 2 other fields | High correlation |
R is highly overall correlated with HR and 1 other fields | High correlation |
AB is highly overall correlated with HR and 2 other fields | High correlation |
H is highly overall correlated with SB and 2 other fields | High correlation |
2B is highly overall correlated with BB | High correlation |
HR is highly overall correlated with R and 4 other fields | High correlation |
RA is highly overall correlated with HR and 4 other fields | High correlation |
ER is highly overall correlated with H and 3 other fields | High correlation |
ERA is highly overall correlated with W and 5 other fields | High correlation |
SHO is highly overall correlated with 3B and 7 other fields | High correlation |
SV is highly overall correlated with W and 7 other fields | High correlation |
3B is highly overall correlated with CG and 1 other fields | High correlation |
BB is highly overall correlated with AB and 2 other fields | High correlation |
SO is highly overall correlated with W and 3 other fields | High correlation |
SB is highly overall correlated with H and 4 other fields | High correlation |
CG is highly overall correlated with 3B and 2 other fields | High correlation |
E is highly overall correlated with SO and 2 other fields | High correlation |
RA has unique values | Unique |
ER has unique values | Unique |
ERA has unique values | Unique |
CG has 3 (10.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-24 08:10:12.404318 |
|---|---|
| Analysis finished | 2022-11-24 08:11:36.067395 |
| Duration | 1 minute and 23.66 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
W
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 80.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.966667 |
| Minimum | 63 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 65.35 |
| Q1 | 74 |
| median | 81 |
| Q3 | 87.75 |
| 95-th percentile | 97.55 |
| Maximum | 100 |
| Range | 37 |
| Interquartile range (IQR) | 13.75 |
Descriptive statistics
| Standard deviation | 10.453455 |
|---|---|
| Coefficient of variation (CV) | 0.12910813 |
| Kurtosis | -0.87426245 |
| Mean | 80.966667 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.047088689 |
| Sum | 2429 |
| Variance | 109.27471 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 3 | 10.0% |
| 81 | 2 | 6.7% |
| 76 | 2 | 6.7% |
| 74 | 2 | 6.7% |
| 83 | 2 | 6.7% |
| 98 | 1 | 3.3% |
| 84 | 1 | 3.3% |
| 92 | 1 | 3.3% |
| 63 | 1 | 3.3% |
| 67 | 1 | 3.3% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 63 | 1 | 3.3% |
| 64 | 1 | 3.3% |
| 67 | 1 | 3.3% |
| 68 | 3 | |
| 71 | 1 | 3.3% |
| 74 | 2 | |
| 76 | 2 | |
| 78 | 1 | 3.3% |
| 79 | 1 | 3.3% |
| 80 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 95 | 1 | |
| 93 | 1 | |
| 92 | 1 | |
| 90 | 1 | |
| 88 | 1 | |
| 87 | 1 | |
| 86 | 1 |
R
Real number (ℝ)
| Distinct | 28 |
|---|---|
| Distinct (%) | 93.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 688.23333 |
| Minimum | 573 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 573 |
|---|---|
| 5-th percentile | 617.05 |
| Q1 | 651.25 |
| median | 689 |
| Q3 | 718.25 |
| 95-th percentile | 758.15 |
| Maximum | 891 |
| Range | 318 |
| Interquartile range (IQR) | 67 |
Descriptive statistics
| Standard deviation | 58.761754 |
|---|---|
| Coefficient of variation (CV) | 0.085380569 |
| Kurtosis | 3.8608701 |
| Mean | 688.23333 |
| Median Absolute Deviation (MAD) | 34.5 |
| Skewness | 1.2007864 |
| Sum | 20647 |
| Variance | 3452.9437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 689 | 2 | 6.7% |
| 696 | 2 | 6.7% |
| 724 | 1 | 3.3% |
| 647 | 1 | 3.3% |
| 650 | 1 | 3.3% |
| 720 | 1 | 3.3% |
| 667 | 1 | 3.3% |
| 626 | 1 | 3.3% |
| 573 | 1 | 3.3% |
| 613 | 1 | 3.3% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 573 | 1 | |
| 613 | 1 | |
| 622 | 1 | |
| 626 | 1 | |
| 640 | 1 | |
| 644 | 1 | |
| 647 | 1 | |
| 650 | 1 | |
| 655 | 1 | |
| 656 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 764 | 1 | |
| 751 | 1 | |
| 748 | 1 | |
| 737 | 1 | |
| 729 | 1 | |
| 724 | 1 | |
| 720 | 1 | |
| 713 | 1 | |
| 703 | 1 |
AB
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5516.2667 |
| Minimum | 5385 |
|---|---|
| Maximum | 5649 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 5385 |
|---|---|
| 5-th percentile | 5418.35 |
| Q1 | 5464 |
| median | 5510 |
| Q3 | 5570 |
| 95-th percentile | 5635.95 |
| Maximum | 5649 |
| Range | 264 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 70.467372 |
|---|---|
| Coefficient of variation (CV) | 0.012774468 |
| Kurtosis | -0.77207884 |
| Mean | 5516.2667 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 0.18343656 |
| Sum | 165488 |
| Variance | 4965.6506 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5485 | 2 | 6.7% |
| 5575 | 1 | 3.3% |
| 5631 | 1 | 3.3% |
| 5457 | 1 | 3.3% |
| 5649 | 1 | 3.3% |
| 5565 | 1 | 3.3% |
| 5385 | 1 | 3.3% |
| 5529 | 1 | 3.3% |
| 5420 | 1 | 3.3% |
| 5463 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 5385 | 1 | |
| 5417 | 1 | |
| 5420 | 1 | |
| 5428 | 1 | |
| 5439 | 1 | |
| 5457 | 1 | |
| 5459 | 1 | |
| 5463 | 1 | |
| 5467 | 1 | |
| 5480 | 1 |
| Value | Count | Frequency (%) |
| 5649 | 1 | |
| 5640 | 1 | |
| 5631 | 1 | |
| 5605 | 1 | |
| 5600 | 1 | |
| 5575 | 1 | |
| 5572 | 1 | |
| 5571 | 1 | |
| 5567 | 1 | |
| 5565 | 1 |
H
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1403.5333 |
| Minimum | 1324 |
|---|---|
| Maximum | 1515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 1324 |
|---|---|
| 5-th percentile | 1335.5 |
| Q1 | 1363 |
| median | 1382.5 |
| Q3 | 1451.5 |
| 95-th percentile | 1496.1 |
| Maximum | 1515 |
| Range | 191 |
| Interquartile range (IQR) | 88.5 |
Descriptive statistics
| Standard deviation | 57.140923 |
|---|---|
| Coefficient of variation (CV) | 0.040712195 |
| Kurtosis | -0.89023632 |
| Mean | 1403.5333 |
| Median Absolute Deviation (MAD) | 32.5 |
| Skewness | 0.67025372 |
| Sum | 42106 |
| Variance | 3265.0851 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1363 | 2 | 6.7% |
| 1497 | 1 | 3.3% |
| 1386 | 1 | 3.3% |
| 1324 | 1 | 3.3% |
| 1494 | 1 | 3.3% |
| 1486 | 1 | 3.3% |
| 1346 | 1 | 3.3% |
| 1374 | 1 | 3.3% |
| 1361 | 1 | 3.3% |
| 1420 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 1324 | 1 | |
| 1331 | 1 | |
| 1341 | 1 | |
| 1346 | 1 | |
| 1349 | 1 | |
| 1351 | 1 | |
| 1361 | 1 | |
| 1363 | 2 | |
| 1370 | 1 | |
| 1374 | 1 |
| Value | Count | Frequency (%) |
| 1515 | 1 | |
| 1497 | 1 | |
| 1495 | 1 | |
| 1494 | 1 | |
| 1486 | 1 | |
| 1480 | 1 | |
| 1479 | 1 | |
| 1462 | 1 | |
| 1420 | 1 | |
| 1419 | 1 |
2B
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 73.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 274.73333 |
| Minimum | 236 |
|---|---|
| Maximum | 308 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 236 |
|---|---|
| 5-th percentile | 244.35 |
| Q1 | 262.25 |
| median | 275.5 |
| Q3 | 288.75 |
| 95-th percentile | 301.65 |
| Maximum | 308 |
| Range | 72 |
| Interquartile range (IQR) | 26.5 |
Descriptive statistics
| Standard deviation | 18.095405 |
|---|---|
| Coefficient of variation (CV) | 0.065865342 |
| Kurtosis | -0.44018475 |
| Mean | 274.73333 |
| Median Absolute Deviation (MAD) | 13.5 |
| Skewness | -0.23064992 |
| Sum | 8242 |
| Variance | 327.44368 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 272 | 3 | 10.0% |
| 260 | 2 | 6.7% |
| 289 | 2 | 6.7% |
| 278 | 2 | 6.7% |
| 277 | 2 | 6.7% |
| 274 | 2 | 6.7% |
| 288 | 2 | 6.7% |
| 300 | 1 | 3.3% |
| 292 | 1 | 3.3% |
| 251 | 1 | 3.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 236 | 1 | 3.3% |
| 243 | 1 | 3.3% |
| 246 | 1 | 3.3% |
| 251 | 1 | 3.3% |
| 257 | 1 | 3.3% |
| 260 | 2 | |
| 262 | 1 | 3.3% |
| 263 | 1 | 3.3% |
| 265 | 1 | 3.3% |
| 272 | 3 |
| Value | Count | Frequency (%) |
| 308 | 1 | |
| 303 | 1 | |
| 300 | 1 | |
| 295 | 1 | |
| 294 | 1 | |
| 292 | 1 | |
| 289 | 2 | |
| 288 | 2 | |
| 279 | 1 | |
| 278 | 2 |
3B
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 76.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.3 |
| Minimum | 13 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 23 |
| median | 31 |
| Q3 | 39 |
| 95-th percentile | 48.55 |
| Maximum | 49 |
| Range | 36 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 10.452355 |
|---|---|
| Coefficient of variation (CV) | 0.33394105 |
| Kurtosis | -0.98496568 |
| Mean | 31.3 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 0.12950245 |
| Sum | 939 |
| Variance | 109.25172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 3 | 10.0% |
| 39 | 2 | 6.7% |
| 49 | 2 | 6.7% |
| 17 | 2 | 6.7% |
| 32 | 2 | 6.7% |
| 26 | 2 | 6.7% |
| 42 | 1 | 3.3% |
| 48 | 1 | 3.3% |
| 37 | 1 | 3.3% |
| 18 | 1 | 3.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 13 | 1 | 3.3% |
| 17 | 2 | |
| 18 | 1 | 3.3% |
| 19 | 1 | 3.3% |
| 20 | 1 | 3.3% |
| 21 | 1 | 3.3% |
| 22 | 1 | 3.3% |
| 26 | 2 | |
| 27 | 3 | |
| 29 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 49 | 2 | |
| 48 | 1 | |
| 46 | 1 | |
| 44 | 1 | |
| 42 | 1 | |
| 40 | 1 | |
| 39 | 2 | |
| 37 | 1 | |
| 36 | 1 | |
| 34 | 1 |
HR
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 163.63333 |
| Minimum | 100 |
|---|---|
| Maximum | 232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 100 |
|---|---|
| 5-th percentile | 124.5 |
| Q1 | 140.25 |
| median | 158.5 |
| Q3 | 177 |
| 95-th percentile | 224.15 |
| Maximum | 232 |
| Range | 132 |
| Interquartile range (IQR) | 36.75 |
Descriptive statistics
| Standard deviation | 31.823309 |
|---|---|
| Coefficient of variation (CV) | 0.19447938 |
| Kurtosis | 0.016806225 |
| Mean | 163.63333 |
| Median Absolute Deviation (MAD) | 18.5 |
| Skewness | 0.51644074 |
| Sum | 4909 |
| Variance | 1012.723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 136 | 2 | 6.7% |
| 167 | 2 | 6.7% |
| 177 | 2 | 6.7% |
| 139 | 1 | 3.3% |
| 137 | 1 | 3.3% |
| 148 | 1 | 3.3% |
| 154 | 1 | 3.3% |
| 187 | 1 | 3.3% |
| 130 | 1 | 3.3% |
| 100 | 1 | 3.3% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 120 | 1 | |
| 130 | 1 | |
| 136 | 2 | |
| 137 | 1 | |
| 139 | 1 | |
| 140 | 1 | |
| 141 | 1 | |
| 145 | 1 | |
| 146 | 1 |
| Value | Count | Frequency (%) |
| 232 | 1 | |
| 230 | 1 | |
| 217 | 1 | |
| 212 | 1 | |
| 198 | 1 | |
| 187 | 1 | |
| 186 | 1 | |
| 177 | 2 | |
| 176 | 1 | |
| 172 | 1 |
BB
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 469.1 |
| Minimum | 375 |
|---|---|
| Maximum | 570 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 375 |
|---|---|
| 5-th percentile | 384.8 |
| Q1 | 428.25 |
| median | 473 |
| Q3 | 501.25 |
| 95-th percentile | 565.2 |
| Maximum | 570 |
| Range | 195 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 57.053725 |
|---|---|
| Coefficient of variation (CV) | 0.1216238 |
| Kurtosis | -0.79827198 |
| Mean | 469.1 |
| Median Absolute Deviation (MAD) | 37.5 |
| Skewness | 0.15849848 |
| Sum | 14073 |
| Variance | 3255.1276 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 478 | 2 | 6.7% |
| 383 | 1 | 3.3% |
| 461 | 1 | 3.3% |
| 426 | 1 | 3.3% |
| 490 | 1 | 3.3% |
| 457 | 1 | 3.3% |
| 563 | 1 | 3.3% |
| 387 | 1 | 3.3% |
| 471 | 1 | 3.3% |
| 375 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 375 | 1 | |
| 383 | 1 | |
| 387 | 1 | |
| 388 | 1 | |
| 404 | 1 | |
| 412 | 1 | |
| 418 | 1 | |
| 426 | 1 | |
| 435 | 1 | |
| 436 | 1 |
| Value | Count | Frequency (%) |
| 570 | 1 | |
| 567 | 1 | |
| 563 | 1 | |
| 554 | 1 | |
| 539 | 1 | |
| 533 | 1 | |
| 506 | 1 | |
| 503 | 1 | |
| 496 | 1 | |
| 490 | 1 |
SO
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 96.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1248.2 |
| Minimum | 973 |
|---|---|
| Maximum | 1518 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 973 |
|---|---|
| 5-th percentile | 1112.4 |
| Q1 | 1157.5 |
| median | 1261.5 |
| Q3 | 1311.5 |
| 95-th percentile | 1370.4 |
| Maximum | 1518 |
| Range | 545 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 103.75947 |
|---|---|
| Coefficient of variation (CV) | 0.083127279 |
| Kurtosis | 1.4017054 |
| Mean | 1248.2 |
| Median Absolute Deviation (MAD) | 63 |
| Skewness | -0.15606548 |
| Sum | 37446 |
| Variance | 10766.028 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1150 | 2 | 6.7% |
| 973 | 1 | 3.3% |
| 1267 | 1 | 3.3% |
| 1327 | 1 | 3.3% |
| 1312 | 1 | 3.3% |
| 1159 | 1 | 3.3% |
| 1258 | 1 | 3.3% |
| 1274 | 1 | 3.3% |
| 1107 | 1 | 3.3% |
| 1344 | 1 | 3.3% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 973 | 1 | |
| 1107 | 1 | |
| 1119 | 1 | |
| 1148 | 1 | |
| 1150 | 2 | |
| 1151 | 1 | |
| 1157 | 1 | |
| 1159 | 1 | |
| 1227 | 1 | |
| 1231 | 1 |
| Value | Count | Frequency (%) |
| 1518 | 1 | |
| 1392 | 1 | |
| 1344 | 1 | |
| 1336 | 1 | |
| 1331 | 1 | |
| 1327 | 1 | |
| 1322 | 1 | |
| 1312 | 1 | |
| 1310 | 1 | |
| 1299 | 1 |
SB
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 83.5 |
| Minimum | 44 |
|---|---|
| Maximum | 134 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 44 |
|---|---|
| 5-th percentile | 51.45 |
| Q1 | 69 |
| median | 83.5 |
| Q3 | 96.5 |
| 95-th percentile | 127.05 |
| Maximum | 134 |
| Range | 90 |
| Interquartile range (IQR) | 27.5 |
Descriptive statistics
| Standard deviation | 22.815225 |
|---|---|
| Coefficient of variation (CV) | 0.27323623 |
| Kurtosis | -0.071246866 |
| Mean | 83.5 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 0.47989287 |
| Sum | 2505 |
| Variance | 520.53448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69 | 3 | 10.0% |
| 88 | 2 | 6.7% |
| 78 | 1 | 3.3% |
| 82 | 1 | 3.3% |
| 132 | 1 | 3.3% |
| 93 | 1 | 3.3% |
| 59 | 1 | 3.3% |
| 112 | 1 | 3.3% |
| 57 | 1 | 3.3% |
| 51 | 1 | 3.3% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 44 | 1 | 3.3% |
| 51 | 1 | 3.3% |
| 52 | 1 | 3.3% |
| 57 | 1 | 3.3% |
| 59 | 1 | 3.3% |
| 63 | 1 | 3.3% |
| 68 | 1 | 3.3% |
| 69 | 3 | |
| 70 | 1 | 3.3% |
| 71 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 134 | 1 | |
| 132 | 1 | |
| 121 | 1 | |
| 112 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 97 | 1 | |
| 95 | 1 | |
| 93 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 688.23333 |
| Minimum | 525 |
|---|---|
| Maximum | 844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 525 |
|---|---|
| 5-th percentile | 595.45 |
| Q1 | 636.25 |
| median | 695.5 |
| Q3 | 732.5 |
| 95-th percentile | 806.3 |
| Maximum | 844 |
| Range | 319 |
| Interquartile range (IQR) | 96.25 |
Descriptive statistics
| Standard deviation | 72.108005 |
|---|---|
| Coefficient of variation (CV) | 0.10477261 |
| Kurtosis | -0.12256988 |
| Mean | 688.23333 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | 0.045733975 |
| Sum | 20647 |
| Variance | 5199.5644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 641 | 1 | 3.3% |
| 700 | 1 | 3.3% |
| 731 | 1 | 3.3% |
| 713 | 1 | 3.3% |
| 627 | 1 | 3.3% |
| 595 | 1 | 3.3% |
| 809 | 1 | 3.3% |
| 760 | 1 | 3.3% |
| 678 | 1 | 3.3% |
| 635 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 525 | 1 | |
| 595 | 1 | |
| 596 | 1 | |
| 608 | 1 | |
| 613 | 1 | |
| 618 | 1 | |
| 627 | 1 | |
| 635 | 1 | |
| 640 | 1 | |
| 641 | 1 |
| Value | Count | Frequency (%) |
| 844 | 1 | |
| 809 | 1 | |
| 803 | 1 | |
| 760 | 1 | |
| 754 | 1 | |
| 753 | 1 | |
| 737 | 1 | |
| 733 | 1 | |
| 731 | 1 | |
| 729 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 635.83333 |
| Minimum | 478 |
|---|---|
| Maximum | 799 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 478 |
|---|---|
| 5-th percentile | 538.3 |
| Q1 | 587.25 |
| median | 644.5 |
| Q3 | 679.25 |
| 95-th percentile | 747.65 |
| Maximum | 799 |
| Range | 321 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 70.140786 |
|---|---|
| Coefficient of variation (CV) | 0.11031316 |
| Kurtosis | 0.17598784 |
| Mean | 635.83333 |
| Median Absolute Deviation (MAD) | 45.5 |
| Skewness | 0.058709796 |
| Sum | 19075 |
| Variance | 4919.7299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 601 | 1 | 3.3% |
| 653 | 1 | 3.3% |
| 655 | 1 | 3.3% |
| 659 | 1 | 3.3% |
| 597 | 1 | 3.3% |
| 553 | 1 | 3.3% |
| 749 | 1 | 3.3% |
| 698 | 1 | 3.3% |
| 638 | 1 | 3.3% |
| 577 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 478 | 1 | |
| 532 | 1 | |
| 546 | 1 | |
| 553 | 1 | |
| 557 | 1 | |
| 572 | 1 | |
| 577 | 1 | |
| 584 | 1 | |
| 597 | 1 | |
| 601 | 1 |
| Value | Count | Frequency (%) |
| 799 | 1 | |
| 749 | 1 | |
| 746 | 1 | |
| 700 | 1 | |
| 698 | 1 | |
| 694 | 1 | |
| 682 | 1 | |
| 680 | 1 | |
| 677 | 1 | |
| 664 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9563333 |
| Minimum | 2.94 |
|---|---|
| Maximum | 5.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 2.94 |
|---|---|
| 5-th percentile | 3.2775 |
| Q1 | 3.6825 |
| median | 4.025 |
| Q3 | 4.22 |
| 95-th percentile | 4.6675 |
| Maximum | 5.04 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.5375 |
Descriptive statistics
| Standard deviation | 0.45408858 |
|---|---|
| Coefficient of variation (CV) | 0.11477511 |
| Kurtosis | 0.34176563 |
| Mean | 3.9563333 |
| Median Absolute Deviation (MAD) | 0.29 |
| Skewness | 0.053331339 |
| Sum | 118.69 |
| Variance | 0.20619644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.73 | 1 | 3.3% |
| 4.07 | 1 | 3.3% |
| 4.09 | 1 | 3.3% |
| 4.04 | 1 | 3.3% |
| 3.72 | 1 | 3.3% |
| 3.44 | 1 | 3.3% |
| 4.69 | 1 | 3.3% |
| 4.41 | 1 | 3.3% |
| 4.02 | 1 | 3.3% |
| 3.62 | 1 | 3.3% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 2.94 | 1 | |
| 3.21 | 1 | |
| 3.36 | 1 | |
| 3.43 | 1 | |
| 3.44 | 1 | |
| 3.57 | 1 | |
| 3.62 | 1 | |
| 3.67 | 1 | |
| 3.72 | 1 | |
| 3.73 | 1 |
| Value | Count | Frequency (%) |
| 5.04 | 1 | |
| 4.69 | 1 | |
| 4.64 | 1 | |
| 4.41 | 1 | |
| 4.33 | 1 | |
| 4.31 | 1 | |
| 4.28 | 1 | |
| 4.24 | 1 | |
| 4.16 | 1 | |
| 4.14 | 1 |
| Distinct | 9 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4666667 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 3 |
| Zeros (%) | 10.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5.75 |
| 95-th percentile | 7 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 4.75 |
Descriptive statistics
| Standard deviation | 2.7634727 |
|---|---|
| Coefficient of variation (CV) | 0.7971556 |
| Kurtosis | 0.077975489 |
| Mean | 3.4666667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.73684527 |
| Sum | 104 |
| Variance | 7.6367816 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 2 | 4 | |
| 7 | 4 | |
| 3 | 3 | |
| 0 | 3 | |
| 5 | 3 | |
| 6 | 3 | |
| 4 | 2 | 6.7% |
| 11 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 7 | |
| 2 | 4 | |
| 3 | 3 | |
| 4 | 2 | 6.7% |
| 5 | 3 | |
| 6 | 3 | |
| 7 | 4 | |
| 11 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 11 | 1 | 3.3% |
| 7 | 4 | |
| 6 | 3 | |
| 5 | 3 | |
| 4 | 2 | 6.7% |
| 3 | 3 | |
| 2 | 4 | |
| 1 | 7 | |
| 0 | 3 |
SHO
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 40.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.3 |
| Minimum | 4 |
|---|---|
| Maximum | 21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4.9 |
| Q1 | 9 |
| median | 12 |
| Q3 | 13 |
| 95-th percentile | 19.65 |
| Maximum | 21 |
| Range | 17 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 4.1201774 |
|---|---|
| Coefficient of variation (CV) | 0.36461747 |
| Kurtosis | 0.73057643 |
| Mean | 11.3 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.56579043 |
| Sum | 339 |
| Variance | 16.975862 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 7 | |
| 10 | 5 | |
| 13 | 3 | |
| 8 | 2 | 6.7% |
| 9 | 2 | 6.7% |
| 4 | 2 | 6.7% |
| 15 | 2 | 6.7% |
| 21 | 2 | 6.7% |
| 7 | 2 | 6.7% |
| 14 | 1 | 3.3% |
| Other values (2) | 2 | 6.7% |
| Value | Count | Frequency (%) |
| 4 | 2 | 6.7% |
| 6 | 1 | 3.3% |
| 7 | 2 | 6.7% |
| 8 | 2 | 6.7% |
| 9 | 2 | 6.7% |
| 10 | 5 | |
| 12 | 7 | |
| 13 | 3 | |
| 14 | 1 | 3.3% |
| 15 | 2 | 6.7% |
| Value | Count | Frequency (%) |
| 21 | 2 | 6.7% |
| 18 | 1 | 3.3% |
| 15 | 2 | 6.7% |
| 14 | 1 | 3.3% |
| 13 | 3 | |
| 12 | 7 | |
| 10 | 5 | |
| 9 | 2 | 6.7% |
| 8 | 2 | 6.7% |
| 7 | 2 | 6.7% |
SV
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.066667 |
| Minimum | 28 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 34.45 |
| Q1 | 37.25 |
| median | 42 |
| Q3 | 46.75 |
| 95-th percentile | 58.2 |
| Maximum | 62 |
| Range | 34 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 7.8693352 |
|---|---|
| Coefficient of variation (CV) | 0.1827245 |
| Kurtosis | 0.39127553 |
| Mean | 43.066667 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.65752355 |
| Sum | 1292 |
| Variance | 61.926437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 4 | 13.3% |
| 41 | 3 | 10.0% |
| 45 | 3 | 10.0% |
| 44 | 2 | 6.7% |
| 48 | 2 | 6.7% |
| 40 | 2 | 6.7% |
| 56 | 1 | 3.3% |
| 28 | 1 | 3.3% |
| 47 | 1 | 3.3% |
| 50 | 1 | 3.3% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 28 | 1 | 3.3% |
| 34 | 1 | 3.3% |
| 35 | 4 | |
| 36 | 1 | 3.3% |
| 37 | 1 | 3.3% |
| 38 | 1 | 3.3% |
| 39 | 1 | 3.3% |
| 40 | 2 | |
| 41 | 3 | |
| 43 | 1 | 3.3% |
| Value | Count | Frequency (%) |
| 62 | 1 | 3.3% |
| 60 | 1 | 3.3% |
| 56 | 1 | 3.3% |
| 54 | 1 | 3.3% |
| 50 | 1 | 3.3% |
| 48 | 2 | |
| 47 | 1 | 3.3% |
| 46 | 1 | 3.3% |
| 45 | 3 | |
| 44 | 2 |
E
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 70.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.333333 |
| Minimum | 75 |
|---|---|
| Maximum | 126 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 368.0 B |
Quantile statistics
| Minimum | 75 |
|---|---|
| 5-th percentile | 77 |
| Q1 | 86 |
| median | 91 |
| Q3 | 96.75 |
| 95-th percentile | 120.65 |
| Maximum | 126 |
| Range | 51 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 13.958889 |
|---|---|
| Coefficient of variation (CV) | 0.14797409 |
| Kurtosis | 0.014387954 |
| Mean | 94.333333 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.89013183 |
| Sum | 2830 |
| Variance | 194.85057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 88 | 3 | 10.0% |
| 90 | 3 | 10.0% |
| 86 | 3 | 10.0% |
| 93 | 2 | 6.7% |
| 77 | 2 | 6.7% |
| 95 | 2 | 6.7% |
| 122 | 1 | 3.3% |
| 78 | 1 | 3.3% |
| 75 | 1 | 3.3% |
| 117 | 1 | 3.3% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 75 | 1 | 3.3% |
| 77 | 2 | |
| 78 | 1 | 3.3% |
| 79 | 1 | 3.3% |
| 85 | 1 | 3.3% |
| 86 | 3 | |
| 88 | 3 | |
| 90 | 3 | |
| 92 | 1 | 3.3% |
| 93 | 2 |
| Value | Count | Frequency (%) |
| 126 | 1 | |
| 122 | 1 | |
| 119 | 1 | |
| 117 | 1 | |
| 116 | 1 | |
| 111 | 1 | |
| 101 | 1 | |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 2 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| W | R | AB | H | 2B | 3B | HR | BB | SO | SB | RA | ER | ERA | CG | SHO | SV | E | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 95 | 724 | 5575 | 1497 | 300 | 42 | 139 | 383 | 973 | 104 | 641 | 601 | 3.73 | 2 | 8 | 56 | 88 |
| 1 | 83 | 696 | 5467 | 1349 | 277 | 44 | 156 | 439 | 1264 | 70 | 700 | 653 | 4.07 | 2 | 12 | 45 | 86 |
| 2 | 81 | 669 | 5439 | 1395 | 303 | 29 | 141 | 533 | 1157 | 86 | 640 | 584 | 3.67 | 11 | 10 | 38 | 79 |
| 3 | 76 | 622 | 5533 | 1381 | 260 | 27 | 136 | 404 | 1231 | 68 | 701 | 643 | 3.98 | 7 | 9 | 37 | 101 |
| 4 | 74 | 689 | 5605 | 1515 | 289 | 49 | 151 | 455 | 1259 | 83 | 803 | 746 | 4.64 | 7 | 12 | 35 | 86 |
| 5 | 93 | 891 | 5509 | 1480 | 308 | 17 | 232 | 570 | 1151 | 88 | 670 | 609 | 3.80 | 7 | 10 | 34 | 88 |
| 6 | 87 | 764 | 5567 | 1397 | 272 | 19 | 212 | 554 | 1227 | 63 | 698 | 652 | 4.03 | 3 | 4 | 48 | 93 |
| 7 | 81 | 713 | 5485 | 1370 | 246 | 20 | 217 | 418 | 1331 | 44 | 693 | 646 | 4.05 | 0 | 10 | 43 | 77 |
| 8 | 80 | 644 | 5485 | 1383 | 278 | 32 | 167 | 436 | 1310 | 87 | 642 | 604 | 3.74 | 1 | 12 | 60 | 95 |
| 9 | 78 | 748 | 5640 | 1495 | 294 | 33 | 161 | 478 | 1148 | 71 | 753 | 694 | 4.31 | 3 | 10 | 40 | 97 |
| W | R | AB | H | 2B | 3B | HR | BB | SO | SB | RA | ER | ERA | CG | SHO | SV | E | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 90 | 683 | 5527 | 1351 | 295 | 17 | 177 | 488 | 1290 | 51 | 613 | 557 | 3.43 | 1 | 14 | 50 | 88 |
| 21 | 83 | 703 | 5428 | 1363 | 265 | 13 | 177 | 539 | 1344 | 57 | 635 | 577 | 3.62 | 4 | 13 | 41 | 90 |
| 22 | 71 | 613 | 5463 | 1420 | 236 | 40 | 120 | 375 | 1150 | 112 | 678 | 638 | 4.02 | 0 | 12 | 35 | 77 |
| 23 | 67 | 573 | 5420 | 1361 | 251 | 18 | 100 | 471 | 1107 | 69 | 760 | 698 | 4.41 | 3 | 10 | 44 | 90 |
| 24 | 63 | 626 | 5529 | 1374 | 272 | 37 | 130 | 387 | 1274 | 88 | 809 | 749 | 4.69 | 1 | 7 | 35 | 117 |
| 25 | 92 | 667 | 5385 | 1346 | 263 | 26 | 187 | 563 | 1258 | 59 | 595 | 553 | 3.44 | 6 | 21 | 47 | 75 |
| 26 | 84 | 696 | 5565 | 1486 | 288 | 39 | 136 | 457 | 1159 | 93 | 627 | 597 | 3.72 | 7 | 18 | 41 | 78 |
| 27 | 79 | 720 | 5649 | 1494 | 289 | 48 | 154 | 490 | 1312 | 132 | 713 | 659 | 4.04 | 1 | 12 | 44 | 86 |
| 28 | 74 | 650 | 5457 | 1324 | 260 | 36 | 148 | 426 | 1327 | 82 | 731 | 655 | 4.09 | 1 | 6 | 41 | 92 |
| 29 | 68 | 737 | 5572 | 1479 | 274 | 49 | 186 | 388 | 1283 | 97 | 844 | 799 | 5.04 | 4 | 4 | 36 | 95 |